I'm Gautam. For 10+ years, I've simplified complex digital products, using research & evidence to find the real problem and shape clearer product decisions.

Every new user setup meant going through 34 fields. Administrators had to enter roles, regions, permissions and operational details, turning a routine onboarding task into a 140–180 second workflow.

A closer look showed that 34 fields didn't mean 34 decisions. Much of the information was already known, inherited from context, derived from other choices or only relevant under certain conditions.

So the hypothesis became: let users make the decisions; let the system handle the context. The resulting 2-step guided experience cut task time by 83%, from 3 minutes to about 30 seconds.

Planning or adjusting a container movement meant pulling together schedules, available options and operational constraints from different sources before the team could decide what to do next.

The decision itself wasn't taking 42 minutes. Most of that time went into finding, cross-checking and connecting information, work that repeated whenever a movement needed to be planned or changed.

So I explored whether an AI agent could prepare the decision, gather the context, compare options and explain its recommendation, while keeping the final call with the user.